Knowing the EEG signal characteristics, many features of different types in the time, frequency and time-frequency domains can be extracted from these data [1]}, [2]} in order to discriminate a variety of EEG experimental or natural conditions. However, this may bring to high dimensional data that may present redundant and noisy features [3]}.
